{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\Miniconda3\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "from dataset import PPDataset\n",
    "from utils import plot3C, plot_ps\n",
    "import matplotlib.pyplot as plt\n",
    "# load test data\n",
    "dataset_path = \"E:/RealSeisData/Diting50hz/\"\n",
    "test_dataset = PPDataset(dataset_path, \"DiTing330km_test.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x.shape: torch.Size([3, 6000])\n",
      "(3, 32, 376)\n",
      "0.0 0.07424757\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17a4fe04e50>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dpjx9PZaYo0vP79L9h05ouww/rvKwcz+lidKXx7Ru5narBHLiGTtetc5DUnDdLr32BdQTlsdT2tC+EbJV9IX+7x3ubncgCcuw1L1MZV+UU53W2KGEgXJiI1vAEngm7m/s0PjPz+lYnMoVy5On9Fz7cE9I8Fzs0jjPjugKbsocKAUqzsB0gPJeyDvKYSvdyjOnL3GZPSVNqNucUmHIBSiTEi+Bb5I8mIlfjZSF4/EOmB9s0XbNVtCuJ9GOfC5AEsDxKjuw15bjDO4DS/mZAJ9jHGWWxbET+jvGKDGyfEhKUynWFCQnHEMoC+JzzzFhEO955pn0jNrxyiSJp+zGJM/G8wnbOc7FfmGeLzTvMHGaJM7lHBPPRiOxMDI35Dxh+gOmOaDJCS/GxNmLdtykhJXzFPOcZJ1x/GCqBp6X40ELz4Rknk1ZizHOQWx3pqa625RJUf5j5lqc5yEBOOcrlOqKiDT3whDDyI4xtmCcscZPiEHGppFAIt/hKiVrSZoUzsdp5ITnKqVprLMO5V40eaBUlc/nZL7fwdyaMWjSZ+G5Zd4v+D5j3jUw53NSrKyRbGIOQsmykQk60kXKThtbIV1nmZxzFkmaFCO3ZhmZzJ39grJVzs+K6nvl2MW+XcxaSRflum5qCJPgH9uMX6aWocSN72TJuxdlfI2JCb00xgmzP8dsyuVQ1pxmMownnMdI+ySpA6YX8CRrbCO+n+XV8joTE41qmfHFY5xPH44UlAY0rEvO4Shp53M841wpGbO9bxfFebxncm7IOYcja25wTtp23gdFzCTavFvyOcm5yWr1s4PySI5ElLByDlCk8mrHgIPzs4JmCz+6V0/umvKSfOR673vfK+fOnZN//s//uZw4cUJuu+02+dM//VM5ePDgS3G5IAiCIAiCIAiCIAiC4G85L1ni+Q984APygQ984KU6fRAEQRAEQRAEQRAEQRB0ycq6a76uEjMzMzI+Pi5vzd8jzaxll9hRJkU5lGcbevEfdbPhyBK5vN1xCDJLsLm8jst42/Wy/a9ZNnjp+Loyw/XoJZV0j6FLFe/VsWd1ZIVm2e+AlSkYuR4lgzye7lyOw42HV9Y1y6iJE/5cXk0Zgbmn1NK8uz9s6rmUOYnTWu1N+UMNgwYTj70cdLwYYT0XPY7v7u/0PS+e0r5KeZ5x5qAUFy5GLacts+qlz1xGLTvhOHXkBXs45SFYMr56HVzQTkzpJbbqUtrFnbq8ffgpuKdA5pfNVUse1sjDlhznHEgbKHngsn7Kw4wcFeUwEo6kXxTTKkNqUHa5RaUlR99pncUusbBH46k5r20xfEz36Qzo7ws7tXzbH7J10Den7Td9nbZFa073O/d2SE5OQeJCk81Fvd6er+u41JrR7eY0XAmfszHBeMkgUVrdrxKvxV0aN31TOO8c5INNjfHmD1SuSLlhNgL5Sdv2u3IUEhdIObMFLM2nhKqoHo+tQxxkapTfz1uJBZfHc5k+pT2e468bd3tgQMP9l3W7c1KlpiIijV3aD43T2ny13MK4xUHuki6V7+5DeQbH2WUrYTeSGrgCG5eqRApdRUZJjZGi4PlHyVkyZ6AEUyivNPIyZ6ykBIRxRzkO4yl9brFcLAcxkiYtE6WBnjMmJS1GDpW4D5q6wtjF+VnGdnHkScb5EPIRI5OnU2Uip/QkV4x5I32ExMj0kdVqyaZxnaOjGZ9tkkjM2e8ZE/jduI85qSFYlwVlfslcxPQfpo2gayZ+T8veLQbrjPfDeEKspE5z3tzaOHZSaualS+B9m/7JFA7+vNLMOR35rJsywrzzONLbZrXUaA1OKgvek5EkUf7NvsB48twKUwdvvid5zuyO26G5hRrpWty6lLXyxe552aeNY6TTrnxOOu+JTGGyJgUJn8uUHbNdWYfshwPVc3/Tv4BJLyJi44BuhAPrS8lNezn9pc77WVoOI1HkvVJ6auSHdN11nnkci512v/iP1c8V4/aeV8sgGU9GCuu8n9m0KonU3XE/Nc8w9ENKlt3UNDw/0zr1GCe8d0VPTul9f8lSx99LOOmeev2bnVeif/7oGu1yRf7zhT+S6elpGUtcPMkVTzwfBEEQBEEQBEEQBEEQBFeb+MgVBEEQBEEQBEEQBEEQbHpespxcL5qiI5LlUjrLqK1ErofsK3eW8XlLRIFxeONyPkc2WZc6Ukvvd/d6rKdUgtdLLnbpELowcB/e66pTbi41bVa7ylw8HkuNKVPB8lRvGbBZXuos6fWulZJ5EjtPfsgY4j6OLMg4NLXQFmvabn1nQlJHiui1XVpPnpuGL2N06szpk7XhMZRHZtV9z3MUZdxRnmTcSED7dTfaH5yir0zosuiF3Sqzas1qOZoLur26S6UofUcgXUSblnQWHbISHDqIlYNY/gzJm8xBajDkuNYZqQDqiZKfVALFpeiUn7ygDntDJ+Gk19F7Gjyl7XX+72qdv+cXvtXdvmfye93t135NnXaH/tzGZv8Pj3e3+6bULat5Sp1sJp5W95ql7dp4jUVsLzP+dbPo0+st7dH2WviJV5lylDhm4imV8TWfUlnj6FldJl0OQla7ijhd0PYqKKOjkx4lFn3WVThbhGTuNCRGlENQwjoD6dZ+rT/GiukX2+DwlkhGsq0Terknn0XZcQzLy/PSIREySEouixHEOMauxpCVUZRT6DNwPLTOPOgXcJrj2NygSx7Hb8jdjINdIs/g2GJcG0/DYRUOmEbmBrfUkm1EueFWrdcGlv53zl8w5eC9GkdFutCh7O1TKv+kuxbrklLV0pESiiQOw3g2GumocdhDWzrSlwbiiWUycuzk+cx6oxOTkaPRNZNuYA1IgCE7decTlDomzmV0JvSkQK4zXlnt9Cw5nheek3ISmyXiwLrC6blMPXHMaVW7FhtnQNR3loxRlL5zbGlsgywaxxsnMs4BWJeO0xklTHlSDiPt5H1T7sXxow9jIp7LJZVOThqFvB/9uUfWFyPNpOQN9UTnSUp+jEQL7VIsLFTuI5JISfFuZFzTKdFCHZpYc+ZzlBN7jogpvIZxJOZ7AOOOzyFKM+mi3XDGlVQm6NyT+47AOKVMin2BUqrF6jkmZdAiiZTZe49z2tvEdQ3X83TMNvN9jtkcJ5g6hOPYCByCcU5PXmfqf00MOdcmTtzRVTK9vy6cZzN9UNI/WW/GkZF91bgzVo9XJoZw3+wLZuwp7L1R+mjceBmzzljufZ/g7+zna97heIyTcsLEWp1vEnw2emNX2l+cd8gsec52j//R2Ncpe8hRQazkCoIgCIIgCIIgCIIgCDY98ZErCIIgCIIgCIIgCIIg2PRcu3LFjZBVS+dExCwv5oLFOnKtkuopz3WniaWtbUdSJ70kaLw2llqWjhzQKbcpRy9XPadMZvkmloVal45qNwzPXTHFLMOmRNGTy3nSAeOkgt89CWpaH46cwVuW7kn1zFJTyoUgf+Cy5qLj1409cbWLjll+y5jwpI49HE/sMmVPiljDOVG89qpeslwWPb6rUxbqyBhNPBbVkg7K/IpdKoPJnzvR3W4eTlyZUvnFj+ib1OPnb1HXtMVtcIBpaT0NndJ6NT4jXLq+W53iimMnuJfkdDfieAA5lHFv4/6UHlFStE2XmxeUPaUyB8hrSi5NhtPi4Dk4NOG+F7ZhaTLO+Z+O3dbd/vzvva27PQmnxKlEOXrhXYe622NPa7xMvVrvr++cXm/4qB6749t6350h3b+xqPW/Oq7xcer12u4DZ+0YPXYEjoyHVbJZcmw4eaa7mU9OdLeLCchOW7oEPpuHGx2Xt59UCeQa+fywHt++eZ8e06f7NecxFmE5eIE6WD6gUjY6XQ4/Cylg6ffPzpu0LfMnVFJKN0jKHGQW49Khvfo74rp5akp/httbmbgaGgkOJbqI55wOjJT6Hj+pv3OMp8QcMj/j8COWcpaOh3CLu+k6/f2C1idlhmwX4/rHZzrKapb7p65FlJYY+QrmAZBMNODoZ+oWEi267TGWjbRMRBrb1XW0c0bHJSNNQz0b6QbkIMU8nKVQpg7K1EA5KAkVsfJDcz3OAzhv89ILUA7luJgR4/4oIp0ZLW+Ovpp5Uj/KGM+ppN1IK407H56FnMokcigTI3xGY5ygRM5Iafn85HPfkYx0KPFMrm0kPI5zFudLniM3Zdd8zhlZTzJOGAfHAbQr0wJwnoJYodTXuByvVDt+UTK45lnqOCTSXTSHI5jrIMiTOk6GqdOl75xIp0xItJz+YuaY/YhHSgwpQ1zy3dtYXiN3pjyMMU9HS8YmnXW9+X4id2OseU6oRm6H+PXaRRrOuwld2VN5dVEty80gFTbPAqY2wJhj4o7zfdZB8r5ZiveOVT3vpVtwB88F16GP98r+nI6VdOZl3TKVjZfOB/XEfm/GbyP1pfzbd/RjCg+6VRrXRZ7XODBWO9Gafue0qUjy7ual8DES/2q3RLO/UzdFOlbaglT/TNkwx0pKnE2/cNJDsa8lcxlPEmzqrUf6ofWIlVxBEARBEARBEARBEATBpic+cgVBEARBEARBEARBEASbnvjIFQRBEARBEARBEARBEGx6srKX9+3LwMzMjIyPj8tbs3dLM2utsf7sUitfkNg8P2Y/J5cQ8604OYJMXixqnx3r0zU4+azce/VyFfXIubRRPDvSZCfd9HKD9TgP84YZDbyTx6te3ijHftTTjqfHUPPNHE/Grrb6XOYaPI9Tf3Vzpbn54ry4cfJz2ZMmsWJyz9Urlx5Qo096fSptR++euIuj007zDlwiv/Fgd3vuFZpTa2kCeSGSVAT903qu1qyWt29K42DqFZpfoI0UH0044hYo3uQPkf9kVc/ZeF7zO628UnMsiYg0lqrtgtujqmPvfwE5lJYQp8xrMADd+1nN+0I6U9P22jdqLizarC/u03w+i9uZKwaXHoZFcJ9u7/xfHuxun/wf78A+emxr1rbj6ogeP3JcY+LMa/X3/gu63Tejx0/+UPMONGe1bmZu0BxZo4c1L0TzhOZMKpGPQURE9u7Sf2uijz2P/Fmw1zZ5gZBPhjlSmjs0nxGtylcO6u/MHyYi0jivOTGWr9O8Rw3k4VrZojkgVkeQr+w4bOPnYEPeQj6Hx5/RsiZ5GxrbUN7t2pfmbp7obg8dr47zbIG5n1C3zLkxgtw8Q5prJ5uybeFZ22fM7cPcURxntmiunYx95PyU/s48X2i7dGxk3h7mjWGeFObyyLcjT9Uy+ipyWhTon8yr13Ns5LOR+TTnkfOEeYi2attlc1rWAmNAxrwvyDOVpWM280vxGr1yflRgcgd5OYm8vDsXC6bnYp4a53mYMy8ZbcyZ24Q5gkxeIOQNoS27iMklZPLAOLlbmA/GxJoX405elbQ+TK4T3hPzeuK+S+QEzIerc1aZ3GWcsy3Ztua53LwxzfVTAJsyIfeWODmdTJ5SSXPy4BjmoGo1K/cxuW9MnjsnLw1iZU3OGLS3ycPD8YR1w1xRHeYxQ85Np/5M+ZLzck7A/sZ6yxnPLJOJZeTzQl8zeaPSfuFQejnznD7p1Znpk2z3NH8hKdZ/3/LGHPMs8O5htbq/XDy+en5r+ouTW7nWvN7kd0pyPznvXqaeUR8F80eyPuu0hTdfF7FzducdxOvDpu3wDDLjKWLTPFOStjZj6oKTu5L1gRyEderDjA3ISck8zhf/sfqd1csBXud90I3/9D3P+35gcihX50dzv3vUeBdd812AbVzjHfdSnLfLVfnK8h/L9PS0jCG/YUqs5AqCIAiCIAiCIAiCIAg2PfGRKwiCIAiCIAiCIAiCINj0rL9++OWiLCUx0LXLv+vKGD35YQ2pn1lu51itWk9nkJbPlN2RNda5P/O7s5wvPX8NSVjJ2+A1nHKXbWfZb46l4E1bZ2uWVVeVz/zu1EcN6aJrQ3vxH3W78JZHOu3Fa5jly9VF8sq35ry4P29Jql06XX0etx17lsuRGbrSWCd+eb2yToX0OJ4/UzLBf2DdGCtrXd7bnNNyDOD0RcvGRGtO76mxXF32bd84qf9zbkqvR7tgyI1WDqpUaWmbLuUfuaASt/4fHjfXKLdO6DYkcgOnVVZUUmY4qTKkchRW2RdUbsRapcyksWWLkIySk6MntIxPP9fdXvzF13a3V0axfLkBWUVHr3jsHpUovu7dP+huHxhUmeDnn/oJU46+/xdLxjFk3/h/6DHzN+ry5IXtutPCDq3/1oiON+OPTumJUNYSS9VT+WZxm8o3l7ZrGw+M6nbrHORhicSuezkuXUf7dh5/GmXV+KCUUERk5cBkd7vvdPX1God1GfzATo27fB7ypAtTeiylPK+6QbcH7Zjd7tP9WtMqdxn9vkpuKevq7FZ5I3tYsWe7/g/iOp/R8vHa+QuQrogYy3ZKDdo7J/Ta1+s1Ov1a7sFnzul5KFuC1JFjTz6G+EskJuWsyhaMpINyEEqPIFWQUcQBxozVgzd1t1sXcM6TWu5yTutYRKz0IJVAdPdhf4bEFvbw2e4duj/K3fBkdyL+OF1Q7gIp4uSEngoyrjyrlnQZS3jKIZP75HOhuXdPdfma6Es4njbrpqwsH+IjG9UxmxJDESuTNRK73HmuAjMnoqSR0mfELCU4a6RANdIkUC7DMaAzDXmqI8cp0L45n3kiRj7rSqMoc+2j3AjtRWkO50SUIY1BIp6mkliltAcSHk/K5UiEzFyLEjTUf4GxNZWmMQbNubgP+8sq5J+4p7wPEm5PBpa0e9lBnNeROqF/m/vw5JHsn5QML/lyZVe65MmGOYbyPPyd/ZypRtJybDCViKnnZrW0dU3fu7QP56GQf4uIyBLG8FVKkxEfbWcsF+d63jtVKllj/VDq3qmWDHoSVtNeTroQe/56Ejmvv5m+R+ku5cDcp6ZUz0vRkso8L8Fxt2A75ozZHjF4aZ8kbsxrkpdix0vRgm8bRsrMd98e/dlLC2B3wj05MUgy75nHtktiwMR86aUoWjt2lWV1mqOUWMkVBEEQBEEQBEEQBEEQbHriI1cQBEEQBEEQBEEQBEGw6bl25YrrUddd0d3PkVxh+aFZwselcVwiXTjL/Hot8a8jw3Mlec7vvahbxsp91pc68jxmqWq6lLyOM6TnNlmjrK4DSQ88J6ANu/45S6J7um/WiQmsZy1d90gnZi8HL1Y8+aEXs3Xat+e5qo+3MlQstaaUBcuXB39wrLvdgVwrT9w4rHMUXIi47PjAXt2m/IESKC5XX9XyjTyu0qPlAyoT7D+ZSHopeRuEOwwkNdmAShhKOkUtoNyQxdHVzSwLh4RJRKQ8oRI0ushxqfbcXsh50NX7L2i7XLhVt5/+lc90tw+vqtTrN4/9gpbp+yoPExEp0fSrQ1rPz79bZXvLk1q3Qyd1n6Wtuj3+DGXUujl7k7Z9+za9z/5pG5vD31LXwb5n4HoER8ACMsMccjRB/RcD2kb5MypPbe7dreekbGDYSoFax6f0306c1n+ANKrcq7Kzla1avtYFSDlfs1N/h4yXbp3FgI3H1VE9fnGHttPAWb32wFGVeTZO061S27sByVpnC+SAuF7j2Bktx14tq4hIxv69CMntD5/vbucYN/shyaOMl3LiEhItOhR2zsGNNBmvKONoTEzoP1DWgviQNiXtONcpHQ/6sG2gHCGRYdBhjtIx4zwH6UWDscY6QDzR2bFYgBRryLqmFWhXukgJx6I2HP2wf4kxPt8yoceivxjZNJwgUzmHGcs4xlGiSLNajP+UOjUgf2P9dTwpVdIWHPON7AnP5WIZ98H5gXHrgwyvqH7WG7lhbuUarhytBsbVjU6B3nygsP2CjpN8Hho3SMwNC8h4Kec27pa8HzqoUVqZSnAYO5Au5nhmenVDuZ0pEyWiRvaobZG60hLX8ZEx4cxvjaTIkSWvcfFz5MSU0lonT6bKQLuuQOruuE0aSWgvR3PHxVxcBzbHeY/tbd47PJmf+BI5R1pl5pjcny6ljrNjBw7N6VUpi3ahzJVx50jQPOlt6vbpvhvxnaLl3F9dV8+q06fvI166HKSNMdJixn+Je6Ck0Wn7ss67qyTPESO7duKcv1MGynttO++D7aRdWtUuikLJt+MGy/HK+1ZRohw9+6ebFqfa4dN7zzfvu5AYZmXNd3PKP027VDgP93qX5CnrXTkIgiAIgiAIgiAIgiAIrl3iI1cQBEEQBEEQBEEQBEGw6dm8ckWPHhI5u9xufQfBWo5ypJekbsPOiaSGi6In86tbDlNv67vnmSWb7XouBy5l9dJkf38u3UWbOg4pZeoC4sj+ekoLK393HHi8pcFrlk1fvjTTFMmViPaIWSOJ3JhzpT1PjXpy4kYkXWa7vjujWd5LqSlc4Mo5lcdwmXduZBHW+aaEYxaX8meUKE5DSrhDHeyMG94JlR41pyD5gcRq4FFIKM+pvCstowzBWYn1huXLxYguaW/M6H1nM5AtLSZOdZeutXXS/oBl8MWY1k8H1xg8rfU5fFrjbnaflumP3vPp7vbP/1BlicenVRo4NqhL99uv0rKKiKwcV+nL0hu07J0O3CYfhYQKobb3a5DIzeg1lnepRG78r+FoyeXwdMITkZU7buxu951CTKGPrG7RNup/5qjugjGAErfODRpPnWFI9RYoEUoc/U6d1fNet0+3IU/t9K//KB/8jw9qmW5TR7/5G1Q+2zdtl/6PfO0p/R86ok2oHHB5n7Zr3ylIM+GAtLIPDpFPq3MnZX7sC0b6KWLGhvZuLW+DfeT8dOX+dK0zUr0DKuHLFuHI2u84NImVShm3Iox37eeO6KUhOaHkwXWIm9S6lFMq35R+K2Hl8a58i9KGsyrBpGymcf0BnBRSZDPeJJJqSAPN84KSPrgRUhZKJ1r2t/I8xkHEWYdjWiK3aOxRSWtxfkq3HWerfBiSOrqO0nXRmQMY2VLyjCyN/BBzmRKuiHBaKz1nTP7OtqA8slUt17r4/9R5axsZmZQnleyrdj40zsGsm3SexrYfRjkKSOQ4P8N2h9LbFccdEeWgNDJL+iqlrlk/nIchv+WYb8rN88BZ06QsMHNMzsUT1zTKmCgdw/ENpEygxNA4Fi47kqQeeBKjAuWgxNnKsmpcw3N2TObZthx0EaXTGmqd7qJN7MOYL5z5Zg95rnHl86R32DaunpSkdpAygnMwShTRz4sFO5+gHNnElHlfqHbJM/PpvPoePEmpSCKFc94hzTjjuBTS1ZD3Zxw3nTq+eBHEGsvrSOTcFCZ5tQzPxHLpj1elNw5ynKbUGvVh5dyQdfJZ79xbr3c7I2vOqt9rPXdQ/10e9HDjdVPvtBF3DZSPl3ZcNs33FiM5biU79vhecQWIlVxBEARBEARBEARBEATBpic+cgVBEARBEARBEARBEASbnqz0rDheJmZmZmR8fFzeKu+SZtbasHSrp7uit6TPlVzV2L/uOWs6PaxLHUe+unhLQevUR51jkyXEuXEhwrJ+OifwmKLGslXX8bHaraPX8Ub2VyNuXHcWx+0jlVt4yzxd6rg8OudP66DWEtM65avjmOmcX6Sm1NUZA/zlvViCDUchI9PZp1IlEZH5W3bIeuRwSxx8WqVEdA8rrrPn7V7vAiR5lMdAbnXxBKjPKUijII80UkQ4QXoyjAKSn/K1r+huz9xoJWHtAa3D1jz7um6eu03/pz2s+2x5TH+/8dee6G4/8p9u6W6vjuv+xX4t9+T9tg62f1XlhEvXb+9udwYh4VnVcy1P6BL1CUgRO9tV+tU4NdXdLuFaaWIrkY4WB3fpdp9eowkZ5NJeOA7CZbAYwnJ/yva2YEk7hw9Ud/8pK9+UZ1Xeuvp6lRm2h7SN+y7ASQxx2jiq7nntAxrj+QqWj89BEjoJGZ2INJ6CtPYmlUo2j8MRkNIIyjAodYLL4OqBbXqeacQvZJnFFKSHksh4Oa5tVUnS4g163sGn9L6NDHWn7tMe07hrnoGkbhnjd+pcNkRnUzwLTmp9UNJRrvJc1bJEOqrSAdBIxZKx1bhfYYwzDo6UdEByaMYMPichQTV9JHHqEown4ozflOPkY3DTRH3QEZGSnwZk1NZtL5HxQpZuHW7xXOC1KWOnpAb3YOSRzvOdskeRHjKhRGJaVT5em7JTSi49Kcka2aSZv6BdjeSweg6RSqu6l3PuwUjLRHw3NlN2xzGZEkVP5kPpKNt3MH1+QmpGqR/d2ByZTmZcShEHqbym6h4SGZE5L93w6szTOb5RVmikff57keviVyMdh5kz0tWtz3GBY12mEje2H/p9gfHHk0p6cztzbMuRlSf3ZuaxNd4p6ri0G2kaZW2Dg1W7X4QSORPnlOEhVjxXScYQ+zP7VzI21HF29N4jTPnwHOGY7bnipbhufXVkeCwT6t9IHTmW9Hj/MbHpxLxx71ypcPdLzuONXdaNNJFNps/WH5E7knE+57zx3nufXtMuddIEOe/Kbhs7UmZvzE2p4xB8qS3b5ap8pf15mZ6eljFIv1NiJVcQBEEQBEEQBEEQBEGw6YmPXEEQBEEQBEEQBEEQBMGm59qVK2bv/pFc8UXI6KT30rju4Z7DmyNNc2VclyND9Kq/jkzzco7daHNvVNbZoxzWZWJ9t76NtotHL9mdK/Xjks8NXtt1aazreunus8Fv0r2u/WLiyztPHSntRuXHa67nLCvn7547VI9rtyHFojyPcipK1jIsE8+OnNRtuD21T6v8qnlQz0/3tcZN15tyFMOQX6C5l7fpMvjBo5AxnpvSbSyp7kzp782dKlMrt07otfoSFxw4la5MajkGn1Tp13O/ovcxcKfe3703/+fu9m/9P3+/uz16WPvL8Amts9acbh/7JSvvnfi6XvvCrRo7N/x7Xao9daPu00GVjT+r5xp6TNvFyK/gxNazT42rdK+9Q5dDL+3Qcw0/p7KWHJK1DmRnpLz95u728jYt+Mqo1lPesf1u8KTed99hyPDoENrU4ynDo6yl9TwktnATpYQvSyVhlKzAkU5a1Q5KdFFc3Kl9gfeQ4f6aZyHVG4H7Xcu2S2Me0rZBuFIe1xgsIYksDqrzHvtO/1m9h/zwC1omuCqZ8aqZPB/oLIj9CrqzUoLgPDPzCbgoes8XSiPp6igiBdrCODXWkGWRbBwSRbjccRxLp4hGGk75EO7JxM2snpf1lG+ZqCwT5d+M31Ry09imEm7TTiwfHUEvQJKaysQvwTQKcKU1rpqpdNS4/EJmBYmRcSLz2sI51l7LSakgVlLDZ6AnKTPtulqdYkE82U0iszFuc4hNT4pFmZV5RruyLDreQZKUyGX5b5Ra0i3RdQRkOg32c0ps6bwHmVovp0tvnmJ2dySNnutcLyc96+haLUMqHddGI7Py4pESVt7bcrWrqUgi92Jd8Z7a1WOXm8LEeTepmxbElcN67oBsC96r5zaZjhOe+zvHj16u8N3T1nBA7/Eu6j4XKHkz717V7xH5MKXk2L9VPfaI+PI889630fu2O+l5vDQ4kvQZT3KLMcrEZp33u7rvOTWOoVzalXteTvqZF5H+ps59ezJvL53PxYPW/y5w6XrtclW+Kl8KuWIQBEEQBEEQBEEQBEHw40985AqCIAiCIAiCIAiCIAg2Pde+XLGOFM5zOJSaDg4bXA5rDnWWEq6hjmzNu96Vcmbsda4X45xYs0zu0lhvWWmN5ZRenZulkqnbCpaeXo4soPIa5lh/mazdsUa9bdTh88XKBF9MrNVYatrLqch3WNmYg2NjckJ3p7tWP/pquqQdEqiiD9KvQcQa5HxDD8Px7jqVRlHqOL9XJTEjR1XCUWJMogxLRIxjW2cAjn5zcK9a0KXyxZhKsZa263bRh2ssaxwMff+oXotyNxEp++kIqJuL++EgeBqSIS5dn1JJ0uINKiMaOK7So6W9Kqvq/+oj3e3OG15pyjF7ndbblkfUZW8Rxx9/C+Qx/VqOwYMqh1o6rOXe8qjWx8AUXDJP+q5DC7u1HAPntE/nyxqnredOdbeXb9mjB1PxxrZ77FndPrhXt5cgwUnkJ/M3a30OPTeD/SAtYVuc033mX61un40luI7CgbFswjFzIFmqjnimg2OB/eb2atwMn9B6GnhS64ZuiVZODEkex+WhHi5VkK2ZGKZEC9LFbAFtjDGmc17dNBuQzhXb1LExS9zozLkApX7lIh3AIPGinIySH5S7c1olpY1RjV9JXeTozgi3VePORfcrjnd45tGdrqQclazaMargvULCQFdEyhiNuyKdCc+cR7kxT2P9eZIzESsvg5yQbppGFmrmH1n1NiUqlFh58iSx9WFkMI7rlyuHqiErNLK2RPrjOah5c2Aj56MrHPenWyqleumzuoaTlrknR7aUSu+6+9PRz3FGu7hj9Vyh59z8R+QD68v8jFTXcTMWESvTYh0Yh0QtH900DXgf8Rz98gE7NrCeTUywXR25o+cQZ9qUUmQ6H65YGZLnMOfKwJw5tyufquHEdvGfnLmvF0dePTnnMXHNfrCykuzolNF55/T6rZv2pe48mffh1aGTNqaWnNKRAtYtryvfdNLXGIdOOiU6ktCLxzgSQMcVtfDcFXnOOo6DdRzrpd54Za5dJ21PzXNuVDLrulg64++aeuIxG+iH4a4YBEEQBEEQBEEQBEEQ/K0hPnIFQRAEQRAEQRAEQRAEmx5n3fQmoKYUy13SauRejizLky7y/J4LX4o53pGabbQcdX5P8arKPb7atcR1PuSlvGX5Iq6EzT1vVr1011zPLV8iOfGWt+aOhKGOZNArh+dIkVInnr3jL8ex0JU4vggHTcaNI3ld46xxhaS4bDtKoChtKraoG0yWONgtbddjMhRj4ITK7bLjcLbboRKyol/bu/+ISnBGH/xhdzu/bn93e2W3Lq1tPqXucCIiOVzCGkZipNunfk5lbivjet8jL0CGd0bruTnvuJn0WekoJW/lMyrHHD6nkp/pN+l9tOa0vZduUilh36yW48TPqoRp57e1Lp/8n39Cz78PsioRmT+ibbG0RaVjWx9VicaO72pZl8e0DrZ8HtKvAb3v/m8+3t3O9qi8tDyhbZodgNxQRCiOyijLOqf30d6/Xa/xvLZ9ifbKFiEvpasYJYp0O0z688BpLUl7YqByv9VRHdMo9KPEcOoVep4CodU3r/c28ryVrLVOTnW3O9s0bhe2ajnGn1S5VmdI63/lOq2b1iO4P0qVeDstyomTv7+hL6zu1ZjI21qfTZSVLoh0yaNUr7FdXSUpo8uOqOtikTiGGWmK5+TGfkv5Qz/uCeNHNgM3wTe+WrcvqOxuzfh7Eq6SjvyEMjrjRMjyUdY5Uu0wWbYgmxSRBqVtfNbBsTA7r+1SwGm0hOMsXSGN5I+uhJBc5ulzn+PXNh1nsi1weTyrfTKD/LMcgHMcHSkRK5SHGXfERBpCd0Aj36Lskg6ClMA6EsXCk7zywkl9UG7ngnulBCendI514KUXSJ7VOVw6Tf82kivnvr15myeVYR23rSTMk0SaNsP1csp1IRk058HvZem4FfaQpuX9jpMbrp15UiIM1OwXOdxgzfgmYuU/nBdRAohYYXvn6NtG2tqqlnKm7pbESGsduamZfzdrSH1rOLT3kkMZuSmdVB2JXB0pJ6WmOSXUNVOVGEk2447twrEIz6TMUcitmUs7DpD2/adaPsj4NdJpqZYoGyfUpA975fWdJzmWsO2rz+Ods+71zD7ee20duaizf7G8kPzj+rJcVwYJPNdFc550LPckjqbNnPHOTedTPZbnznizpoxG2lntUHvpvN5YnBIruYIgCIIgCIIgCIIgCIJNT3zkCoIgCIIgCIIgCIIgCDY9165cMct/9N8Gj0ulelwOaJa8Xf55jdyt7nmulBuecaRwZGbpsY4k0l2miSWHdVwbDLmz1FSsCwyXgnrLkcvSuXbWexljeh4uoUzLZZZIc+lpRpeO6nKY87T6KveRsoec1XN42qgrYh3JX3rtGrJLew2nfHVcOXuUw9Rt5jhiei5J3KeB+qfUif2/TbmELcfwoyf1fyDhESxXL/ao/KozostvKQecf6Xu07dTZTOdJpZ/w53v9LtuNOUYParn6gzqMX3TGmvb/1pd4bKT6sa2+qoDWqYLkJwchcvdXpXqLe9RuZCISHtIr7f6GpWE9U9reccfPNHdnrttl54XDn0jj6kE8MRd6u7XGdS67DsPd74h65rWWtRzTb9S73vuTdp+O/6j7t8/rb+vjmoM9c1oXZ77xdu723lb2351WO9h4hkrOWnO6v83nlUJG6Vm7RGNu3xZpR75jC5LLyYh99oCidaTz3W3jUwhGTfpotge0ftrzer99U1jnIEcqnlGXee2fv8pvd6olqNzSOugeRyOdyJSbFUZUuOcSsfGLkBid0GdE3PIrIyEidsc4/urHRGLcRsTHbiftk7CqZFSM0re4OhnnteQ1FHSKKfPVZcvcYHL4eJDl0iBRM6UiY6l57TfCmR0HNMaz2j/Ms/qUdtXKVEs4CzIODJyu1nIrvlsdGRcGfpktpq49lHiBYdKoQwBdZDvgCz0/JTu40g1KNVrIG4oGRQRySgXZRvzuUyHSrrCQUJMKTgpF6plFUZ2J2LlP15aBU+iYaSjjvSrqJ7brZHToD5KRwZpnE3zagllLRfE1GESklsj/YJEhvI1M+9yZEWUErpOW+kcFlIbI5Ghe2EH9cQ5C+XSNdrLyP+S1By9xvNuMdB3jBxtxUkv0HZc8VpWhmQcMRmb3In3wTbimLbqOElS4kbHx8Td03WfrCGtMlJwR0Ipbdynk04mvV7hpA/x6sBrO1dex7EhlfT2V8uJzbsQ486TvXvpUHqk16G00JyLvztzditNwz6U/TIO6CKctG8thz9ew3ObpCtneRnvTsY9Eoc4zpCUobpyUb6Xcn/jcJq0i+NGmGO+QydV34EeMSTV73apVLRcredEWYnX30wMod9RAt9n35U5nnvy2eq0U3kyqDlFXX+XIAiCIAiCIAiCIAiCILi2iY9cQRAEQRAEQRAEQRAEwabn2pUrloWIFL407TJc6+o49xmcpZKerK2ndpH30XDOxSWUxuGgelmtd9+po4VXLt8hgThLY+uQLGlcs8z/0qVruEcYsCzXLFXt5WbC6znuisZJwrQF245uWdWuSrxPd2lxCtvSWQq64fjvJR90j/Fkho4cNquuG1dWmMSZG4Om36M+TR2grKyPnMuddbMzDNlG0hb5WchuKJOAjCM/M6XHH6XcReNp+ARkCnOQcFBiASnQjhl1BRMRKZ95XvcbUTfI4pA6/y3thZMh5HKtH+ixxq3sepUxrm7TazcWEllchscBqqf/rC63PvvT6uw4dEaPby7rAcWI1t/YM3qeDlwoiz7df/CwXb48ckz/bex5vcbiNt1v7IkpPe+oXm9lQsfH6RtU5tA3p+049gOVpmXzuoy6s0slmiIi+ZTWYXGdyi6n4STZP6VxPn+dSqP6z2H5fpPPC5z/ta/Q89Oh8xmVe4qIlAu6fHzgoSf1H27Uds0WsKT9BZWnCsaofHu1w97iLrhZ3qLumSIimXl0qCSP9dk/pfVWtKrHj3xV92+dx9J1lJsSssZcIk2j++RBjcHFQ9p/mnNaT5TztSDdLZ87hn2q5QWUBjbHrbNgSTmPI39bOaDyvOas/t7eeVAPPY/749hAeRhkHyUcCkVECsStkSUmkqEqmpQPQpJXrlaPaZI4TBZntf/QobKYgET0mMouS5SVjogZXRox3jeG4YIL18tGv5MSQEQKxAdd64wEkM+OUcgx4XLKMZfSSiPBSZ0/WQ7s1+D4nUgt9R8w0FJFynsAngxRJJnXULI5hHpO2rIL2ztfX1a4xnWU8yLKI73zcr7E82AfK01jPUEmlUjd2cbGodJIdJGCgO1KCRTrme7f7J8t//WpmIGEmGMw2rXhOLV687zSc61M5I3GaZp9rFMtWaNEjuNK6ci1Sk67HBfQNddzrk1cF0XKdSln8lKEpOctqmVZjANKwoyE21yv2mnRTZOSzKWtzM2pAyM/RHvXcLT032t6yE15r3zncVwNjYRsxWlfskZOjPN6KUlWEQfOPbHtjbzOkcDXfvfydums/w5uHTox1jkSyDXX4H14To3etWu8D679LuBINuvEpoPr8shUNLXbwpHoXrpGnTQ7Eiu5giAIgiAIgiAIgiAIgh8D4iNXEARBEARBEARBEARBsOm5duWKl/CkaXXxli960kUHuyS1unw95WGuxK762q4syywxrHcP1g3SKa9zfOksbTUKyJpOfVdqSaRbz57EMHVwMRI7lq+G0wjjAO1YOg6A3nLgnnhOnFhe7bl9emXt6TrqLev1lsw6/ahsVy8/toXq4TBp9qteSmuPdVwlsZS8fex4d7s5oEuc2xNW5jB/h0q/criO0HFw4DTkVAuOa+ZxlZplcBNdvmOflgNujMuT1nGnf/gmvcZ5lTvmT6gUcXCfuuG1J1SOMPdmdWpsLkJOdlqlMivjGiujf3PEXJuL/zt7VNq2vE2vse3rWp8lpESDkHuefucN3e3pm/WcF16tcTNwWtv9uv/zqCnH8vXqUDl9ndbP3H49ptM30d0ePgGXwfO61J2OjwNn9ffDv7yju92CCm7PAyoxERFZuEmlWEPferq7Pd5R6ejCQZUkDZ6Es+ACnPsQ43TlpEyQjo99A1aGkT+j9VO88pCeCw48q/sgq0O5W5Ck9h2Box8c5UYeU/lZ316VJIpYWS/los0F7ZR0oaTEU85N6fX2q6tnxj5CR7NJOBQuWadLuufJtPaLAfS9bA5SG0pfhrWvmyQAkBM3d2pM0HWxs2+7kGwRkgTIaErI5fpwfHFO67xF+dq07p+jH1E+le9CmZasDLGxR+uT5c0nIbnl8xoOmEbKBhdKofMk4oOyThGRnPKhBZTr6ef0vNsgjeUzokBfOKGOtkZ6R6fFC3CgQ/1dPIgSF8iHVudkPYyjJZ0/uY9xT4Y0NXVJg5TLzGpwvJHV8f4gK6csi/JGIxuj/Kywz2dKrjJHbtqBC6Inv6rjtNXLISvvoySMcy3OkSD/ccrhySPN3JH1ISKyirpCO3VQz3mjWnJsZFxUnVGiDIdDT4opIpJD8mzkxBgnKBM0bcw0GDgnXfgyR2548VzYxhjnvv8YqqV3xVK1Q1yvVCOcS1LuaOKfckfH1bP02p79v4cjnDmG80S8I+SQSFtpJeSvnuulma/r/uaeRVxHeVvY6jlt1j9UuQ/vu5eUWQo6BsNd1HHic9vYkRh68/018cFnAUOwxnt01kLfM+lh1n9XW1uw6rKbcZDvbo67q72g8y6Pshap1HSD7+BS1nA+NO+MTsol8d+rPKm2Sefj4EmtKXPtmTqHfcT7FhDuikEQBEEQBEEQBEEQBMHfNuIjVxAEQRAEQRAEQRAEQbDpiY9cQRAEQRAEQRAEQRAEwabn2s/JVSffU6+cWl6upLr2ouucx5SvF95+no2qZ2Hsac97lKOnNrnq+LoWpFV4uZjEzwmwJmdWd6f1r5c1nDxhPE1SbmOD69gLU7fu5a9y9fPOedLcWXXq095fddy57cv683Jfpcc7em53f1NYJ0eWiYmaecl42g3GTYkcNY0bNYdReVhzGzUP7DXHtI5p3ocSuWkynIt5N1b2a+6bqet1/619aGPUZWNRtfgrE5pzozVvNfrLW/VcQ/PIncD8MNi/eUZzfIw8gdxWiDXasjOrDXNqXbwRzUnVOK05fAQ5uZ7/Jc0txtSCCzdqbp+fvvXR7vbXv3eLnnNBy7H1Mb2fhVdqjjERkcFnNY/RRFvz5Sxt1XLMHsyxjTxXO3WsvOH/1nwfKxP6+/X/2zG9B1imL732oC3HUa3bbEivnT3+THd7dFrLzphY3Knlbs5rzHYGNJaHj2nenaKp97N0EHmVREQOTXY3l8f1+KUteszQGe1XjSXdbk4jri9M6TnRp9qv2K/laCW258hr1prHNZZ12+ThYv4J5BXi9XLmXmkjR8ezyBGX5tohezRXVfmctqXJZzWOXFNOLhXmN+KYkQ1oPDVOT5ljynm9J+YTK/Yif9axU/o7ctk0cL3GDs2bZvKULMHKnkxO2HKcR7k4Tq8ilxPOlW/TGCrOav8S5EYqz2putmxU6y/rlUuS+YZYzziXySWEtmeOLebmMeVO8toQk6unVZ13lM9ctqupc46tzercWybvUfL8K84hzxKe6Q3mEEvzeF3aZ6v2dVNPi0tVuxvKJL+LyR3FuYU3J2MeKNZN5uSiQR6hNKcQ80j1mmto+TSmOsgbxfxoJm/axET1tVdt32YdFk4dmjhFbDe2ah8pF5jfrzrvkcn7l+Yo47/xXMzn06jOe5S2a+U9MHfQmvxLnMNllb9nfZyj4nqlMzdmXt929T2k2HkbxpC2k/+Ned0Qj6a9eb11c/as/X8710W78r2KeaC8dxPCOTPzjXk5vCTJdeTlWWa5nZhlvzM5v7y8UZK0pfP+Q7z3Zi9HE3PvFUm+OJvfy3k/8fIhO3Hg5gxroF8kY7aXa7rOWOm925jnBfsI90nfAb0c2bynDsaSDeYVNzmy0nHFe+d3+wvecflNwuRZc2LF3E+N7xGSjg0V7+M1c1zHSq4gCIIgCIIgCIIgCIJg0xMfuYIgCIIgCIIgCIIgCIJNT1aWNTRhV5GZmRkZHx+Xt2bvlmbW8pcP1pUu1pETFusvnzNLPDcq11rv39Y5l1ly6CxndS1YRXwJmleOGnXuLVf0LETX+7fKfeosa6yxtDg9j7ss11v+7Ny3d40N38Oak1359upp2+rFpjc0eHKEje5/Gcd7cUcaY2rfXdyoUqyZG/X35TFbpvaQ/n//BS3HyAksE0d8DD59RsvRr8uiX7hbZUv907r/5Ocf1vMc0jKdf62VpvXP6j01F7QtFnbo+LPlEZUSdob02q1TkBiClb16jb7jF7TcrUStzvo/fba7yTrMpyGHGtRrL+5VedPgcZXvtLeoRCuHZPPo23X/rY/Zdpw5oDHfN6tlOvcTWNbfp79f/8d6/Mk36pLxA3821d1enVAZ6Oqo3vfMQd0ePWaXcw8d16X2jZNab8V53c4ntW7nbt+j+69ABrOg520sQyJ0+AW9GPvgtglTjtWtKntqndf6b29RW/HWC2hX2tRTanPjAT0pLteA3CrtqyUkrNmwXq8cxXY/+iTk1dkqxsQXtL9wWX9nh9Zf4yQkbolsL6O0bYv248V9iLtjkJee0HMJJeOUQ0HelbGe5qtllmughAQSjXJO5Zv5rh1SCSTExSmtm3zLhP7OOBuD/FJEyq26Xwmpa7aE+0D/zs9N6e+oW8pwKSGj3JntKyKSLVfLcDqnz+B/EOdDGisd1g3rH+1COZORNqTzCUj9BPKcclzjI8N9tzGmNbZv1f0pJ0PdUMLU3KfydrbvxX/EOIpYKyCFNhIexI03J8rR14iRTSaxaaQwlC5B5sO2oJzYnY/xGpxfpXMqSOY82Y4pO+dtlEquUhpYPd9hXaawbikXNVJQR47ZmcZYRwkg68aT9axa+SbnbZTeZYP6HCpwPVJ613PmR/nAgPl/I5Pje4HzLuS1sSdjNG2HMSZLnx2erJGxU0fGRGkaY9zZf80rLeqTfdp7D/Dmw1aCtr7ELZVaM569NCbenNZLk2Lirse7bq13yBrvBBuVWa6hznu7877gpRgy0lY+B7zUPmkZeX9Ovzf3V6NPmTI5Euc1Raoh73Nj0JyoTtqYHv+2we8T9mdHcunVZa/jQZWEu12uylflSzI9PS1jY2MVR10kVnIFQRAEQRAEQRAEQRAEm574yBUEQRAEQRAEQRAEQRBseq59uaKHt7wxvZ2NLulzzust03SLV1emtsFy+Bes2Yy96mq963kSSi6v7rGUk8t3zdLdGs4VG6WnK0oNeV8dx0H3GjWXftZxx6gVv72kqlX7r1OuyjJ5y7NrOlzUKseLkUdSHgBJAKWBKztUvpCv2P7ZOqMOT3QZLLer41JnVJcgn3+Vyj4GLug9jD+kzmqLN6qD2gtv1tgfPq6X2v43VrJQDOrS9eZZlAluauWe7bo/5Ir5ki7pXd6h5es7ry5TdMIrT5w21zaSKMqpplQGef49r+lub3kMbowX9Lwn7t7d3W4Pa9vt/2N1z+vsGO9uH/s7ui0iMvGMtk0L8s3+s5APnprqbh9+n7oiXve5E93tH/4WnMsWIXNoansNHNX62/59uyR65DFI3pqO1GNG77uzG+5cCNn2iF6j/7jWZTYNWSFc+BZ+6mZzjbldWvbB89UuisMPa1CVI9r2qzu0TZvTkE9B1taZpOempXkafQHyOSOZ2L8Tv+OZOa/3lFH6QkdF3DfdCnkPIiLF88exH2R4kJ0VE5CpUbbX36z+HXLbsoXxA5JcOYt7FpHO1JSei06BdJejhIcyPLi9FZCU5hMa/wUcMLN92o+KcVsfLKOVWkIShucTJWGUMWZLcMwbgOQM7VXQyVFEMsij2H7ePq5bM2SCRjbpyJNYZyIiOZ0JB1H/p+ES2XLSC0DSbhx0OS+hk2Z/4mDHc61WS9opz2P9GydJOESaZxjmSp68MUscG3le93i6UNIBsEb6iV7yPJYlc1zC7LVZZ1rnxXK1u2gdqdLFcsGhD/MAIxPCs63sIYetok7dXCwvrkGpJOMZ7eXKfDxJXq+ybtCFnnJHzsvNPVA6auRruJ/UTdCTODrSubyGO505PduCqRdq1k2d95aNpljp6f5YQ97nxpQnI/Xm/mvisTrtiSuNrfNeynrqJeuvQ40yue/gdeSbPdIHue3ncQXdBGvJxL26IXVkycn7qtv29qD196nz3tYjrZDrdMl9Kt6VXxK54n333SdveMMbZHR0VHbs2CHvfve75YknnrCFKUv5+Mc/Lnv27JHBwUF561vfKo8++qhzxiAIgiAIgiAIgiAIgiB48WzoI9cDDzwgH/zgB+Vb3/qW3H///dJut+Xuu++W+Xn9a/bv/u7vyic/+Un51Kc+Jd/+9rdl165d8va3v11mZ2d7nDkIgiAIgiAIgiAIgiAILp8XJVc8c+aM7NixQx544AF5y1veImVZyp49e+See+6Rf/JP/omIiCwvL8vOnTvlX/yLfyH/8B/+w3XP2ZUryrvWyhXrSrHIBpfMuud9MfKu9cp4Cc/lsa47ncfluO9V7eMsuza7e8s302vwvJ4LA5eeOjJLUw7PFSV1ZfLcFT0HDUpwnGXz/N0s86a7UIVDRCUbbe8aMtI1S0QdqaRxenGO36j7Ty2HyF7UcNAkvDfjigU3qWzIyn8o1Zl7lcoM6bC3Mq77NOGY1x7SOpvfo/u0ocDZ+gPIiFB/je8/ZcpB+RVdG+XMed1GG2WQddFFkXLMxg+f12P37epuLu2zS3yXtkAquQwJSVPrfPCM9snFbZA3oVnHvqPSsmKrXuPwfzXR3V7eA2lDx7bpDZ/Tup26XiUMg5CFLm7VmFiegCTy93/Q3T7xq7d1t0sMDePP6fn7z6o8pnX4pClHsU3rs4DksHGB7nuITUjFygVIknZrm2ZHVc4qOD9lce1b4IIoIs3z+kekxUNwyoQMtXlcJVqsczrjZYuU6unv+Tzc9hatXKgY1iDujKusJV+mAx7G7JbWx+JuPXZ1SH/vn9HYXB7TsaG5DBnSih1Lhg/DOZTyMro/cuyaVAngyk5I09p63uYM5EJwdpRxlXgamaWIlHPa9pTx5pMTKB/qcIeOJUYWx2cQZT6QxRoJ3vnEOdU8e6qlxZ5Mik6VRnqxWC09XAPPO4xzYWw3dYPrGQc7yE8adEqk3JzSvvT5iXqjU2C+VWXDxhGUcltAF0TCeqXcsDMzZ/YzLmqUedMhFHXTgITVSD/5/OS8gedheyXPW+OiSPlgnyO19By8ODfANqWE6TlTZz0tiOPCxb7K+1jt4Yh2Cc7BeknkeD3jmubIZ50UGkZm6TgOrqnjGu8UxumPctFernAV+6e4kkrCOsQ9ubI/x2Uwa/VV7vOji/v/VlVWpw7MvXpyJk/Cl8Dyuu8q3rtJDZlaz/efDZ7LfS9yHCJ7SlgJ47ZO2RmzXmqZOu9kUjO2nTK5KVp6uEpWlrXH9bxxyXUadc5TV65oi1j9PmmcOFvVY3mdd+We75V13t1sYTd2jZpyRZeKPn1V3BWnpy9OZCYnL04qDh8+LCdPnpS77767u09/f7/8zM/8jHzzm9+sPMfy8rLMzMyY/4IgCIIgCIIgCIIgCIJgI1z2R66yLOXee++VN7/5zXLbbRf/Yn7y5MW/hO/cudPsu3Pnzu6/pdx3330yPj7e/W///v2V+wVBEARBEARBEARBEASBR7XmrAYf+tCH5OGHH5ZvfOMba/4tXbpclqW7nPmjH/2o3Hvvvd3/n5mZqfehyyyv8yVTZvmhWTa4sSWO7hLKWuXrXUa9SHUdmWs7S4XNMtBe1zYn3qBDX+5I9eo4IohIPli9VLiOq43n6mHL4UhTaxp/2KW/jvOhWXZZw4mGpEs/eyyrrrq2F8t1pLdl+rOzxLTW8Rt1/uyFF4MG1uf6jWmkA6ib9s06rixvs65MhFKpolX9d4DVseplw2PPwlGLsfktldE196hksKSrmCROZtfv0+N3qORt4UZK1nSZ8uoYHLUwNqzcdGt3u38ajnxPQqIlIv3/n7otUmJUQrLW3g6pDcJgaQvi/ydVIjp0QuVGK5Pavq/4A/19eSvkSSJy/C36/xlCom9e23LyBypPakCGN/Vf6L3u+VPIJscgT31aXR7zSTi0Jf22vVXvu/WCyq+WDqL+L+A+9mvdNJfgEHl8SstBWVVLXTIzuL2de42V0o4e0bYcOgK3Q/S903erw+SWJyGxnYAscbk6Ztt79D5Hnpoy/5ZDRpmd1GfP6itVUrkyrtfom9W2GH5Gy0pn0uaU1sEQnPDMWIJ4FxGZv35Cjzmq+T2NlOjkWf0dErS+4xgr4ezYmdQ6N46sdH9cSKRslGzRMW//Dt2mm+MqztXU6zWncF66Bu5UeaMcVadQOjaKiAjkEyXqipLIHGOLuQ8zh4AUiNeg3CKRbNIJsdgJaSDutTHIa0MmzvPyuQWXxuKcxlxjm54/nde4z6pZlRMaB0fIvws4mxIr14L8EvHUoDRVRMpl6zTY3Q99WvqrnzemXZx53hpJXvcfesjDQGdO5c7m/lh/jjSK85peEkiOax50YKT00ZPLZZ6kjidN6iBzHPoYK+ZcTjxmebULpecAuOadxymTO/d3XOQ8l8ZeEih3Poj4yJGCoGQdeq5/lDs70s+ytHXAui3oNEp5GM5l33OqHUG985j6SyVdvD+2sVRfz8y5pRpPLpo1e6wbqfOewz7s9U+nn5t2T6XddEJ0nFSJ+17llDVreA7oSf90HBJ5Pff9uo4DJu+7jowxwcveZMciSmyr07vkffVkpK58E33JkwSb83r32uv1zJNw1qhb97tKHffN9LrOe5/5vlEnLY7DZX3k+vCHPyxf/vKX5Wtf+5rs26cvYrt2XXx5O3nypOzerfbXp0+fXrO66xL9/f3S70wAgiAIgiAIgiAIgiAIgqAOG5IrlmUpH/rQh+QLX/iC/NVf/ZUcOnTI/PuhQ4dk165dcv/993d/W1lZkQceeEDuuuuuK1PiIAiCIAiCIAiCIAiCIEjY0EquD37wg/Lv/t2/ky996UsyOjrazbM1Pj4ug4ODkmWZ3HPPPfI7v/M7ctNNN8lNN90kv/M7vyNDQ0PyK7/yK1e25DVlUt5SwVqSwxdDWj5nGZ94sjgeWtSQlpklrDUd7Lzlil5ZHTdGdzlmuqyWrjaeQ18dF0qHOtLFioPW38+4VTguMabOsP/lhFkdKaHneLJRCWp6vY3iSRfLmu27UbfFGo49lBR0jqvkhwvMm09ZeUW5S6Vjy3tUZjJ1k0rH6P42/rjK17I2ygGJUXEzJF1v+wk9fz+c5s74jmbNsyqpWd090d0e+g7cEiFl4WDOpcXwPzNuXlmfXXJfvEIlbyUc99qTeobmKb3vgT69jwv/nUo6/u71D3e3/5uJb3e3//63/sfu9v5PPdvd/svvq8RQRGTrt7Wet//NVHc7n4V7IVzaVm/Vco8cwT68PzgAyo3aLiXarjipck0RkcaMStDodNmcp5OTbg7+zTPd7QwOffO36irmxbtUqrq4XftLa07Lt+OvrZNedvyM/s+4xubKAZVybf9PT3e32zft6W530EYDL0A2hv7Z/w1tC7lB61JEZPkWlZ425zXWWo+r5LOxX++pMQWpGKVOcHPM5rSNOtfr+fl8yJ99wZRj2JOAw41Qtmt9lBcg6xzV+F3doe3SnIPUd68em//NY7p903XmckU/5Z+QGjyhfbI1MS6VwDmufUpjrQE3QOMc6bgMili5V4OucFsndCfW2Twla3D0g0wwY7kpURxMnaIhpXhBJaIFTIMo36Kss7Fd5ZjGNRB9NafMCVLOIqkDyphyuOVyP5a8gIyR8lTK+fjs5nPESD+XkjGbjoBwEzQJNU5rH64jF8pRZ75kzR5DaUmB5wLdHz3HzVom65Ts1JwzmPtbqZagGcmaM0+hHDLr0/6cOtgZaSelNpAcGrmdcffrr/yd920cJnntln2WZnTZRDy67co5BF1K4ZJc18XPdWmjJKxcfx8p4ca7iv0pW6WTXiKRo7uokXlyXPLcO83+zry3hhvdxYvzfQuSK0oXPQdHz+3deYejxIrtK2L7pIfrjLnB9CTpfN87xsaUVP5upKDOecqingO6L8+rfo+o4/LovR/3dH5nyhvEbV5nTOQ7mZe2B3MZ288TGan3rmdiWyp/t+dx3rEu593aHIN5mydRNNerdt/MGq3KXS7+Y710R5fLhj5yfeYznxERkbe+9a3m9z/8wz+UX/u1XxMRkX/8j/+xLC4uygc+8AG5cOGCvPGNb5S/+Iu/kNHRUQmCIAiCIAiCIAiCIAiCl4INfeSq89ebLMvk4x//uHz84x+/3DIFQRAEQRAEQRAEQRAEwYbIyrrrjq8SMzMzMj4+Lm+Vd0kza/kSKP7eYxmeWV7pSeRqnNc9j+cI10uuWEdquUHJoKGOa19aDi8MHNeGWvWaHtNX7e5lpIs8L5Yv2xOt30Y9l2Y6y5G95e3m0jWW1nsuOGuWmtaNne7vG5Ry9pIr1onHOlLEOvTqqxvthw3HRQRt19gyob9DRlCOQeYwZd21Vg6pNK11Wv+tPKGyIsr7lu64vrtdwKlo6Bm40cHBy8iCsKq1TFypKLfIh+GyB5lDe9eElntc4zGHpKC5oOdZ2K1Sm8GTWo72qJVY9J2B09djKn9b/tnXdLfP3qbHzB/U+PrFN/91d/vP/0jzL87cosuzh57Xv6kMnmFbm2LI0lb94cAXtf47W7Q+5vfpPY19/wz2gTRtQuusNaP9eWm7SpX6z+oY0zynciYRkcVD6qLYHtK4GzgL6Qv6NB3zymdUvrb6JpVjdgb0PP3nlvC71k3rrC3H6g6VKLbOqLSqGIYM7MR5vTYkXtmoHsv4X96tTpD9RxGzC1aKVUIemc1qrPJcRoZ+BuWgqxvHfroBUg4yoPt0RqwZDZ08sxVIThYxTsOVjy6FrKcCrkd0TqV8s+8ZxNwujQERkZLPDj4vIElosv3Oan0Y6QufL5SPoJ97jncXLwK51xBkjZQCYQwttmp7E0pHZRayPTx7C8r5xD7HGnBhNfJKyi0oKTUSL8gf6IjI62H8zhInWlMmuBQW85C21ZgT5HBBpNukkZZs1TjIEjfFEs6Lpt4om8SzwziCor24j5Hduc6A9n48V2dzXmdOZdp0O5xN6YII+dka2Q2hex6lfnSWhWzeyLgwH6AE1fQL9qO0HHT747+5si4n7YM3j63zTpD8G/EcyowUlNJKz1WPUqBkXm3GFucYV7LGfps6ul7aZ7Va8pf2L18WV+N3T/LG9nKkb2vmiE6/Nw6OrmRzY3Ivd36ansv8XC279I6t+77llauWDGyjDo41nfRcJ7467yB13oMvQ55nZKvoS6asHIONxNlx2XRcetMx2o1h512Zfa/Wu1OvOq4hx6xVhzVcL63UsV4duPyo3O1yVb4qX5Lp6WkZG6ue34hsMPF8EARBEARBEARBEARBEFyLxEeuIAiCIAiCIAiCIAiCYNNz7csVPWq6K7pyNmCWXdaQSdVa1tyjHLWOoftJy1lCafbvcU5nyedGl56aZZpccu8toUyWOhr5FZdweo44XFrvtYtZFlq9jNcsC08wSye9azt15i3Ld5fMp9futeS/gl73gQLq+Xs58HhLRL043ajc1jnnmj7oyQXoWOMs618j4bm0y77des5BSJWGtB9RtiQi0vzBYf0fOC1m7RpLuxG/i7eo01z/GUgRUX/5aZVVLb8S7nIiQksuI6F6Tl3MSsiTyj70wybc7GYhleE9QNYz93rrpEfp2OI2Pe/Wb6l8qzx+srt99r0qY5w7oO06ADPAkRN67b/78Qe623/222/VIm1LXIiwUnvkuB6fc5jBIVM3aVse/GN15Tt3p7bF6oiWb9efqDMg6/L0z6hkVURk8jGtq9aJqe52Z6vKTfMFlYaUh492t7ND+/VEJ1EhW9TBbur16rqYoauNf/eUKYec02vLLpXhdZ5QV8QGXBEzyM6ME9w2uPihD6/sm+hu9520Mt7zd6h0afK7Kr3LplVeVmzX4418kG5vkCLmL8BpDvKwYgL1ehbSQxEpR+Cet0XlZY0XzunvkOSxr9P91Dih0gEJ7pu8t3IRUjSx8k/26XIGx1CSRMckjgFoC0r1skGV5BVT6rJZzFkJa3OvOmgaKRYdRTEu0aUw26v9grHSOQ/ZKsqdwxFRRKTsr56XlS8gbnk8JbOQ+mXoC5SqZkvoUxe0DjpTU+Z6dGwzMhPUf4H2y1G3lHTlWyBFpAQQz53igl47lXFx/sO5DM/F8tHNsQGppJViYbCjeyPnY4n0kLFjnCvpGAkJoE3PgGugXxhnQMhR11yb8lncKx3zxHHkMuel2x7lns7cPR+3MhVKa715qZtywpNWol7rSoHM8ZRd4l4LpjOoMa+vKyv05ISezKrWO4U3h/PmwGk56DBHia6R7m7QTc1xwEwxY7A332dZvXcbntNxczTuiol7NfuY9w7J83rzfY4NrtQxfR905LCuLNE7F8cox22yl7uiKx2tE4POe6znHutJDNNymDqnLHq1+h3JdVjleRwHVzqOXixYdd3ShdU4SXpt50gGe1Lj/a6n/PbSod63A0+umHxy8t7zzRjF99WQKwZBEARBEARBEARBEAR/24iPXEEQBEEQBEEQBEEQBMGmp4b+6WUiyy7+V8c1gMvz1jjWcTmgs/zNO56Xc5w/Sl6up5OBIyf07gPl3vAy3lSBauqN58UuXE7I5YcNZxlqjTKtWbbK5Z85vq+6Tio1ZHF02kGZzBLWxM3BSBK8e/KWfHKZK8tXOO17ObhL4qudZYxUw3GFLNPmquNaUqdMtfbhOZN6NUtma9ShI1E0p8Ry8+zCjP7+Q5VJ5ckS/5U7X6XHoOwNuPK16dZ3TuUInWGV3fRN6/6rkypzWJ7QeBwYU8lC37EpUw6621GuVELysPQKlbktTeI+UDV9s7r/8MMq4Vu6dZ/+/oRKIC9eQ+9v8IiebPonVL7ZfqNK+gam4IS1qrE59Qo958xNGhP/+5d/tru9pU/PP3zKBufYD1SC9sT/pBK2kQe1Phd26/GURy5er/K64RPoI2jTZ35dpX1FS3/f8kNTDFkZ1zZr/lDjqAHJFSVyS2/RGGoPwm1vH9w04cQ58ZDWPx3bOlt0fxGRBt3bFnVpd2MrJG+D1XIvymNKOrwhzppzkFH02X4xeBZtA9lkuU0lXsX3HtMybYfUF+Nsg2MDHewgF82OaJymvZyyxvw5lcwKnPvyaZUq5efQ7/k8m9S+yjqg3LDYCxkpXSRFROg+ibGIMql8ckLPC3mwcQdEfXTOqQy0cfMNeuxpyDpTFydKVvBcLejmiPG0sV9l0SVcKCl3MVI2zhMSyaZAilXu1fEgG07q6tI+niyfcs+jJ7rbBaWEkDo296gMXcTKf8xYyXkA7smmpdDYLC5Apum5a1EWNGCdPwvEjifvoHyNjpSdaY1TI6es4aK1xtFvtVoOleGZa6ROkM7QYdJILp2UFqmUykh4uB+lgWwLtDFliZ50y0s/0YGcNT3GS49hZJDYp5hV+WADElb2bY5pxZJ1oiU5HJSNbGq5Ws4tNab4nqt71jdk91utjnNjUcuYclJDlMX6qV6MFMuR9q3BcTH3pHdG6uj0YU9WePG8jvubVEve+G7iOl0amZnjuJuOe3QO5fuJMz4aWSfrwEnLYt7n0vaq46aZV78nbpSeUlrn/eSy3AG7u1S7FrvOpMm/mXcpsWP7emU1z0/M7bx33bWSXnb86lQKhhppjzyJcl23SVM+Jz5MDFJi6I0TfN9PY8Bzc3RTH136PVs7Uay69Pq7BEEQBEEQBEEQBEEQBMG1TXzkCoIgCIIgCIIgCIIgCDY9165c8RLuUjbHnSJ1pPDc5jx3EUe65S995HLAHvK6Ou503vJDb2mlWfrouD+K1FwC6ODtfznLWSE5Mc5WrnNlDVfIHg6CeqzfLuba/Ie24/jQ6OH42b0e6oll6iXx3OASXSNf8Zak9mojR8Jax2Wj1hLYsuYy2Q32pTrON5RuFcMqh1p4k8rUlsdsmcafUUnO8jY9fmhe+xud54phSBdPQTLBeFxWWUr/43CL64fT1naVT4mINCBH69x+o24P6n33f0PlYQOUQLHt4Fw2/2p1YmsPYzzMVZIhIjLwfXUdpBxqaCtkNGiX2f2ogwWNob4ZjZXR5/SUwye1bk7fofeztMe62CxuVcnblq/p7zu+/HR3uzigkrKZ67WeKRfl7yujcFf8a73e0OGp7nbqGnfhNpUiDiHWinmVhOXo6wN0lIODZkl3y+2o8ymVKq3cpG20uMsumR8c03hZ3K7bfTN63oHn9T7Ydh1I3hp7Ve41fYduD5zX+mhaEz9XmpxBQrn8jjd0t4eeUglmZ1RlNPkcJG/ntazFGd0/vw6OlM1kWT/d39BO7W0qC2qeqO5jAlkRXRfz43ADpMT5lMplJZWSjEOGBElCY6fGbDms/SV3+iddXxs3Xa/7QEpI1znptzHROatlbOxWt0RK4eiu2JlUOVrG8tFdEe6Ija0apx2USUSksUf7Xvnkc/oPkGhlaL9yCX2HrnOcq3UcyRTknkbqJT3kdkvVjn7GjREytZJSNkhH6VZICkgMRUQadPhjKgQ6ZLPclAPiOW7mrpSrtKodv9b0zLz62Z8NDKV7XvydEijUWeqcWEWaAsLIQukiRzlaHVc3upI5cyfjmDkCd0pJ7snUM/o3549Ljvx7HpJcyg3ppOel+BCx7Vd3Dtg9WY25sUmxkqTjMJK56rQWds7ovGNxPua4WnvOghfLiOch+p6Rp5r5KiVedF2sdsY0991jrluW68upjPMt+yHfHylN66t+D8h6vAOyv/KePElY6s6oB6B/coxpOHKyHuWl+3IplIiivT0Xyma1M6YZ05L6KF/sO+R6eONK0u7ee6Nx4mw571g8b8v5hMKUDJRQpu3A9nacXjPT751USaZQ1X14bR3wGOd9y+kvdoyplm/abyY1Ug9dPAGOYV1VvU/mIVcMgiAIgiAIgiAIgiAI/nYQH7mCIAiCIAiCIAiCIAiCTU985AqCIAiCIAiCIAiCIAg2PdduTq6ylDWCS1eEil1SbXzu5Gny9MDO71Y3fRlaYk+TWkerWqNMPfXNXs4l1Cd167X1sxulcMrB/FzURLMcsAF2teOgNOe3cVQaybITUzXsal3NsZPHZo1e3Mn/llxQNzu+vvpFUWnP6l/bi6E6rLE9Z19iOdjevLaTh4u5OPJZzdlRjGhem9Gva06nIeS0ERFZeudPdreXR7Vd5t6geWbKDDmazmq5534av5/U3wcuaLmXXjXR3d7ysOa4mT2EHDoiMjgKC3vEVGta8zC0X3ez/n5S84FlqNtiRPPJDD+uuXY627SsjVNT5tomD9IobO5bsEBG800+otde2K+5UbY8qW20OKnnPPtqWL8P6IkOfskW49xtet87HkT+CZQpf/pYd3v2Z1/Z3R45ptcbOq25EIZf0Os1FpGnZFm3Z2/RnCwiIhOPag622b+j12A9d1pa1gLbq2+Y6G5zvGkiHUn/tO4z+sjp7nbrVDJOIO9D64zmUGJ+KTmruYQEeZlM3gz0kZEjmnNmcWd17iERkRK22MU+5J3CuTLHTroxpQm+ygEtK3Md5Tz2PHLbJTCXRTGl+zWR76x9RGOiMTGhx04g5l/Qfl/m1c88XivNT9Q5flL/DfluvFyIzb2aa83ka2KOsRkkQsuq8ySl+W4y5LgxOagw/8mQp6pxGnVLe3PkLsuv26fnPKW50tbktESd51smKstRzGrf4ZzM5uxgx6jO78J2KeZswjjmYzL5l5DLrJzT/mLmBMjrVGAf1qvpOz3ySXWQo8s8l+vYvSPHUMFYY7/oMA60TI0xm4+KeX6YJ6xA/jw/xyrahfnf8up4TGOCeZbcOiDchzmeUnv5ivOYOkPurIs/VOetypHeziuTyUvGPFDMu1M4OXuTXMAmhyDz7jScuStjvoE5AHMgOXPdNb87ubfMuZiD0JyrOma9PG3mvtOcP2jLwptnO7mOzXuAScWM8zBu0vc+D+Y4Y33gnYJ5Az3M9dxcwDbOzHjCscjkRkJ/q3tPlQW0403BeDRjgBebKHvu9BfERK84cPHeO8w+1WNJ5uWycsaeNE91rTGqqK4njismLzD6VO7k10rblMeXXg5w7m/mWtX1576rvUi83HHivqdjlw7KmtZ36cS5+W5RER81c7rFSq4gCIIgCIIgCIIgCIJg0xMfuYIgCIIgCIIgCIIgCIJNz7UrV8yytZIxb/l3r2WPZkkxLCnNcmksl+PyvtxZWuxdu6heZr+Gslre4dqfcplrUb380LUaXnPe9WVxbplMnWHpKKtm1ZevmTI6ckW3TM55DM4S1rLHp1zP8rf02sJrV6+sLMca+W3NGL60i3ffBm+pak2JreljTlvWkQBzaTGW8ZaO3LDXNczSWF7D2BxXS4GyIyoNlL279NDtVpo2v1vP1T+l1xh/WmUYy9tUxpGv6D5b5rV8i1v1Xs/fouPNqlElbtHzPznLf5DGeUhyjDwE97dLj5cplcqUTp13TqhcUbBd3niduXb5nMq9MvTJ1dGd3e2RZ/V67bEB7K+xduIuvXZ7t0oWWkdVRrHrWxpb/eetFGLv/SoXyJ4+0t0uXnGwu92AnGTycY2p5S16jeUJrY/p6yFnbatc7rr/S+t/7G+OmnK0927tbg+c0/vIl7XsjfOQOkF21tm7Tfef0/tbvG6iuz11k5a1saT7p7Tm9P6aZ7S8RUtjtgHL6s6kSpVWb9jR3V6Z0HYZeVbPM/wM+shxxIqItK5XCVt7RMvbnNF+0Q/prlxQWVyJPlYeeUH3gZyMEr4SErd8q+2f5bzWc75TZZPFqLZl9rpb9YBpjaHOc9qu2S036j5NvUY+DRnoaZXqpWNuA2NICalfhjGnpNzx1BndpgSKz5G92r86o1o3zROQJM7accJI8vZo7GTHVfbaeUHb0sg9WZcD6MOQuRpZRTKfKM6pNJbHZAMoL+SARv7GekJ9UO5GGtu0jXgtEZFyQa9hpJ1sFx5DKSekjpkzznYuaL9o7turZU2k7rxvYxFPeQfKZOQrs5D0GmlatWypQL2a54OI5Kx/pjZwnr8sK++hwDhmymHSBiTyH8hprbwPYwPGKCNLNHI+nMeRsFIKyHtOMeVlP3bmIEZiSCiLc1JGrJFD9WH+4kiXzLUZK2YOxzlVq/L3IpESsm4p7fQkXmaWSAmaJ49kW/eQdpv5J2Oe5XPeqzg2uPN6b35aN90K3tfMfZTOuyEvQbk477uvr2LvS+etTqHixVHeQHuznhiPqyuV+2RrUqPgGo702pxL0MY8j5OawMQvc1o0kraoIzGrIfP2cNMKrTkP3x2cePEkts43BffdkO2SvOu6EsWGM34YmSvGxDbbBRfIq88pIrYtvXrOqt/zLehHlK1672edHm3qxVSv7xvrECu5giAIgiAIgiAIgiAIgk1PfOQKgiAIgiAIgiAIgiAINj3XsFwxv/ifl2G/phTLlRlSWcilnHVWR5rllM4S55Q6csCiehle2VnfVcU4PaXSOW/1riPN9MohjjOSce7osTTbLDPk8kXPfcJxHzRLernMmMsgG9VLnGvjOVp67op0rOKy/F7yPM+l0IsPV97o0EsK6/Ur77x1HBW9GOqgLVrJkNNxluab2HSWwHK5LX+m2xXkOMWTh/WUkxOmGKNHxrvblIed+kk4+qGoE09rey9tgWxsRcu09THEBMo6cGRKf0/qo4TDoYlaxHnjnEqX5u68obs9eExlSIt7tdyt3XCXW0CZfvi8vTZlIOifq8NakqPvUKnktkd0/wIufMPHMZ5CckVdxMqonv/sbdYlbOx5jYO+A+pqSDe8lVeq6yUrqrWgxy5u02vs+C5kOnQNRb22d02YctCFsYG6yoZUIldunajcztpYhr6gUqwS49Luzz3V3S72qaywcTZxGUSMrO7UOG3MQiaBMcfcH9qFksv2qLZLk2Pa/t3m0pTx9Z1SmVoJhz3ZC/ngNCSH6Kt0BG1egOQK9VE2IRVLHJ3yaa3z9sSQHv6kylnNMniMffnN1+vvlGPyuU8ZFyRudHIUEWlQFsexnS5VdGmDvDFfpHsenmdntF4bhfYvI/mDI2VKNqPSTEqWc0r1MM42dmqsFeendH9IDQpKihLnOD67szHth52jKkltQFLaOaPyzxwyy2wYUlPIMTM6A9IdkVI9sVIsnpeSSOOUxrppObIiI/Ojyx0k8IkkifMR49TozDu4jym3mXNUuwmKI2kUEfNspBMlJTW8npGIes9hPHtNWVPHNcQz5bDGFbRETFGWwn4LmV+H8uX+alniGjdGb760Spks2piyIEdmyTmp9z6xJibYf4Z0vOJ9pzJDPa0j02n7MUgyT9pmXCyr31sYK6aeOAaU1XWzJpUK459zdkr9nPm0m+KC83ovjYv3/pKSO+8dXqoSlomy66JaQramjZwxtWw7kjXH1dAWqvo9p2jbfmHqvEZaHNPGlG+a1CHOOzjGjHLNu2i1Q6J1zXTehRzprokh1zUxiQnP2ZTHe/Vfx7GQ5zfS7MtYV8T3SbjJ1ktfA1KZn+f4653XSxXjuFia8/R6B3f+zf12c6n+azpHxkquIAiCIAiCIAiCIAiCYNMTH7mCIAiCIAiCIAiCIAiCTc+1K1csCxEp3KVz3rI4s+w05UW4Nhi8JZGejEvEld7ZJZjV53WXAF4OnoufVw7jqIjlzs4SUVZBKtXLsWzbLIelFIBtyeXcngsiy5FK4bplSpxvvGWU3M+JFVf62KKrEpcfV7skrbm2KbDjlOE6XTpt4TlupNfw3BKdeLTyXmeZOJeCe84rInbZa6++e+l447JBlxinHbeo9CXfAaeuc1PmvP3nVLrROKaOaHtPQ/IDKeHqNpXYbTmmsorOmC4LX96q20NH4I5GOdlh6+hnXHvgTpfNW6nOJUa+pxKh1f3qBjjy0LGq3WXmjfu726PTO+w/jui1VwY1nif/Rutj8iE4J06o3Oip/15/37lLHd6mvq3X2P49OCpe0D5/9rV2Wf/gd6rjoP+01sEI6vD5X5jQ349qnG57RMeP59+h93PoP+rvy/tU/jfwwxPmeouvVOne4FmVZZXjcGY7r3K29n6VaOXLuAeMS5S2DkCiWAzoPsu3qsRNRGTglC5Rz9vVz61yEM6fkBgOrMB5crfeQ9HSemr94KSeKHUaokwur17+X0Bi1LhO3Rg7WyCZffJ4d5vOgJ3tWv/Lk3oPfReslKe9Veu8dQzudpC2UdKbzWodyAWVL3eu26O3M6993vQv3Kd5ZolI55w67jV2of+gjYszkEtDumgkgLvR9nDYy3Yhhkb1nun4uKaMlPmMoLx4/lLCLbheY486O5ZwxsxRr6m0yTgF8vlLZ0EWdULbWCiRW15Zu7OIdM5o+za2b63cJ8XKnhypH1l1JCSOE5aR1yX3mZWYd6zgeU9pK+YQOWSalAyyzo3DIecWdNRKXKrKlWpppnHig3yT8iQjh0Wcmv17OFzldKvEM8wcQ9kO2wX3YSS6Ttt5DocX/7E69cIa2VTF/saxFLIgc6+Yv9DZsUiktLlTBx7unMrupPtgbpwPJ66j3OYcvHDkh7xEw5n3cv+6kivHlZLtbVw9KcVimTzXVsYv46DhSzk9xzzPlc9zpFzjGnhpHyMVTZ7Vjnse64OSYPO+UEOaZWS1qXzWfV9jfThpcbJqCV9JqWTN91J3DOF4xap1nAw9F0pXipmUz5TDvMNUP8/SsVYvvn4qnJ7fJ8x947nF/uZ96+hUv2/VdiJ0nhFWLu0fXnWsiTvWK1McJDL70nvtezHfaECs5AqCIAiCIAiCIAiCIAg2PfGRKwiCIAiCIAiCIAiCINj0XLtyxR+5K1rXi8twyXOXUToubXWo5QSRnBM6vsxxirFL0Xu4dHSvTTlaD9mk60oJargrmmWGXLbqlGnNElazFJqWaNVSP+McgqWqXjk80qXZ1sGk2g0y4xL61WpXSFMOz5WQsZLWB5acu8tKzZJNlM9ZOu0pZte0hSO5NeVwHBWN24oje/RcTjxJqYhI6Ul6CdsI/YLbHDM6cGJrj+g+Mz+pUkARkZVxLe+2R7R/9n/3WT0vlsrnj8Mx77Wv6m5TujXyHXV+o8OY3KZOczncyUSsmxuljHRKo1yIMrXGd5/Q89yijnKUwg0fgYzrrLq6XTyvSqhmblXpzOn/Vq839qSea+51Wh83/+p3utvHP3JXd/v6L6nU8fRPbetuT92oy/L3/aWVQz3/C1qHk9/T2Bk8rFKxp/4HLevNn1Zp5tH/WuVy44c1hq7/gpa1hFSv/4TKSNsn4LwnIvnNKhssJrSdsmMqa+xAbtTAPsXT6sZYsu1KPeeJt6iMa/iklnXmOjuWHPhf4ewImVVx0wH8rjF/8m6V5LXmtX+OHNdjhx7Veyj2q2QtfcaWT2sMGyctXK8xqfdBJ8nGWW2vDuVy6NtNXG/5eshDvwfXREkkK6NwK4NcNMOzpw15n5FnnEQbT0zo75SVo015XZFEeoexzzgLQgJISR7Hj3JY47+xXftFpx9j4FlI2ZJxoqT72xAc855F3FG+4s05KBnkmE3HQMiIRESalIgW1VI4wjHfyPOcZ29jEvIrxtySlbCW6As5XHSlWe1EaeRNk3CxfEHlukZyOaT32TmrEspUcmKujfvIx+E8eQ4Omtu0vSnfNM+w1Wopp3EEbdtxs8F4pjSWz1w6MNKF2Dgq1plTJZJNuhjTKXMUMm/K1yiDpIsl9snxLDVuqQN++TgusQ4bW/G85zybUlzOPzjP471S1oM6Zt1fPN55V3HeNdw0K3CqYztmcJdLxyiZr3aLM1MqzvmcWCud9xGSxoH5t4Yz70tlfFUUjlTSddmkk7XTd0QSt0+kSfHamOOP58rJcaVZ3ddExJdK8plu/oFSWjjRcuxfdd4B0zhzxlrvHdKTfBvZr5dSx0urku5nxjLEvyO9Y5wbKTnleRhXXNmvWEWkKWPLkQma1C01UtZ4TpVpDPBdm/3b+27BvuPEqZc2YM2YVFQ7ipo657yIRWfdltVyT17PnKdI7s37JsF2rXSyzpKPD9XESq4gCIIgCIIgCIIgCIJg03PNreS69KW4fekru/l86CT74xfNJItZVtb4jsdE0Pi6b76kO8ni7fV6rOSqUyazWgZfkUvny7EpN1fgpH8xqFEuc3+8Nr7wmv2Z1LO6PrJkNU7Ov7DUqPOCf2nhHxDMSqI632lt/WUlVwxV1w2vzfLlJf5CaupyY22ante2H8+Lr+FeHZhzVtfrmv1N27Ate8XR2jLZ1V7sL7weYqhHMsGiRt+zbVfdRxiDRVv/Ut5G0u7Oii1HZznDfrpioIH2LrFtYrOj+7eR7L+BeO84++fJXx0Lcz38VZtxZ7oq/tqBfQTXKPhXHiY5Ta5d4pjOitZbsaj13FnGqgys2mnj/jrL+N05p6nvVbsioVjMcYxu81zFEq5R4Bq8Nto+Q9szOSnbgm0kItLh8R0mka6Og5zlc8aMzirrAPe2WlT+LiLSNuMmrt3BqhinnvMVrG5qY+UB6qzo4C9/6V8pTTxyLONfuFE3OC/jseP0bcH+7VW2qY1NG/NoP+6Hv3K2nbHP3gOPzSt/z4p0nGVicqzk4liOe5JCfy+c/pkzfvF7yXtLV9jxL7pO3NlncfXzidcw9QHSfsE241+A2+5zsvqZnpccu1BWtIX3TL74TzwXnzHVY6J5jjD+zT40dMmwT3W9pteWkvGBcczER/X4wd+9+BUTy2l9VLeleebir+jeGFW6c7DqOYOIfZZ0nPPa57v37EZCaTOHqDe3tv27um7F2ScrkGjaGfe8FeZ52nfWjBvdk+kuzhyTZN78ivsU9jXOK7sdD6rjKPPeKRxSHyH7b8483VGW2HiEIsQsGqkukxdbvcpk7xs71Xi/y9z5Kc9jV6yY8bWs7oe2zrx5L58pPeb45uLe+0L1+xrPZevfGY/dOkieW24MMsm+V45qpUfm1KVrNiF2bOF4lzvjhFm17dS5eT8zzzBnDJQ0BmEm47bX+n07N+/mbDy/LYgXB159uu+Z2LZlstdN60TP5Rzzo/Jdekb2aueL51lvj6vMsWPHZP/+/evvGARBEARBEARBEARBEPyt4ejRo7Jv3z7336+5j1xFUcgLL7wgZVnKgQMH5OjRozI2Nrb+gUFwmczMzMj+/fsj1oKXlIiz4GoRsRZcDSLOgqtFxFpwtYhYC64GEWeXT1mWMjs7K3v27JG8Rx7Ja06umOe57Nu3T2ZmLibFHBsbi8YPrgoRa8HVIOIsuFpErAVXg4iz4GoRsRZcLSLWgqtBxNnlMT4+vu4+kXg+CIIgCIIgCIIgCIIg2PTER64gCIIgCIIgCIIgCIJg03PNfuTq7++Xj33sY9Lf3/9yFyX4MSdiLbgaRJwFV4uIteBqEHEWXC0i1oKrRcRacDWIOHvpueYSzwdBEARBEARBEARBEATBRrlmV3IFQRAEQRAEQRAEQRAEQV3iI1cQBEEQBEEQBEEQBEGw6YmPXEEQBEEQBEEQBEEQBMGmJz5yBUEQBEEQBEEQBEEQBJue+MgVBEEQBEEQBEEQBEEQbHquyY9cn/70p+XQoUMyMDAgd9xxh3z9619/uYsUbHI+/vGPS5Zl5r9du3Z1/70sS/n4xz8ue/bskcHBQXnrW98qjz766MtY4mAz8LWvfU1+4Rd+Qfbs2SNZlsl/+A//wfx7nbhaXl6WD3/4w7Jt2zYZHh6Wv/f3/p4cO3bsKt5FsBlYL9Z+7dd+bc0Y96Y3vcnsE7EWrMd9990nb3jDG2R0dFR27Ngh7373u+WJJ54w+8S4FlwJ6sRajGvBi+Uzn/mMvOY1r5GxsTEZGxuTO++8U/7sz/6s++8xngVXivViLcazq8s195Hrc5/7nNxzzz3ym7/5m/LQQw/JT//0T8s73vEOOXLkyMtdtGCT86pXvUpOnDjR/e+RRx7p/tvv/u7vyic/+Un51Kc+Jd/+9rdl165d8va3v11mZ2dfxhIH1zrz8/Ny++23y6c+9anKf68TV/fcc4988YtflM9+9rPyjW98Q+bm5uSd73yndDqdq3UbwSZgvVgTEfn5n/95M8b96Z/+qfn3iLVgPR544AH54Ac/KN/61rfk/vvvl3a7LXfffbfMz89394lxLbgS1Ik1kRjXghfHvn375BOf+IR85zvfke985zvytre9Td71rnd1P2TFeBZcKdaLNZEYz64q5TXGT/7kT5bvf//7zW+33HJL+ZGPfORlKlHw48DHPvax8vbbb6/8t6Ioyl27dpWf+MQnur8tLS2V4+Pj5e/93u9dpRIGmx0RKb/4xS92/79OXE1NTZWtVqv87Gc/293n+PHjZZ7n5Z//+Z9ftbIHm4s01sqyLN/3vveV73rXu9xjItaCy+H06dOliJQPPPBAWZYxrgUvHWmslWWMa8FLw5YtW8p//a//dYxnwUvOpVgryxjPrjbX1EqulZUVefDBB+Xuu+82v999993yzW9+82UqVfDjwlNPPSV79uyRQ4cOyS/90i/Js88+KyIihw8flpMnT5q46+/vl5/5mZ+JuAsumzpx9eCDD8rq6qrZZ8+ePXLbbbdF7AUb5qtf/ars2LFDbr75Zvn1X/91OX36dPffItaCy2F6elpERCYnJ0UkxrXgpSONtUvEuBZcKTqdjnz2s5+V+fl5ufPOO2M8C14y0li7RIxnV4/my10AcvbsWel0OrJz507z+86dO+XkyZMvU6mCHwfe+MY3yr/9t/9Wbr75Zjl16pT89m//ttx1113y6KOPdmOrKu6ef/75l6O4wY8BdeLq5MmT0tfXJ1u2bFmzT4x5wUZ4xzveIb/4i78oBw8elMOHD8tv/dZvydve9jZ58MEHpb+/P2It2DBlWcq9994rb37zm+W2224TkRjXgpeGqlgTiXEtuDI88sgjcuedd8rS0pKMjIzIF7/4Rbn11lu7Hw5iPAuuFF6sicR4drW5pj5yXSLLMvP/ZVmu+S0INsI73vGO7varX/1qufPOO+WGG26QP/qjP+om/Yu4C14KLieuIvaCjfLe9763u33bbbfJ61//ejl48KD8yZ/8ibznPe9xj4tYCzw+9KEPycMPPyzf+MY31vxbjGvBlcSLtRjXgivBK17xCvne974nU1NT8vnPf17e9773yQMPPND99xjPgiuFF2u33nprjGdXmWtKrrht2zZpNBprvlaePn16zVf2IHgxDA8Py6tf/Wp56qmnui6LEXfBlaROXO3atUtWVlbkwoUL7j5BcDns3r1bDh48KE899ZSIRKwFG+PDH/6wfPnLX5avfOUrsm/fvu7vMa4FVxov1qqIcS24HPr6+uTGG2+U17/+9XLffffJ7bffLv/yX/7LGM+CK44Xa1XEePbSck195Orr65M77rhD7r//fvP7/fffL3fdddfLVKrgx5Hl5WV5/PHHZffu3XLo0CHZtWuXibuVlRV54IEHIu6Cy6ZOXN1xxx3SarXMPidOnJAf/OAHEXvBi+LcuXNy9OhR2b17t4hErAX1KMtSPvShD8kXvvAF+au/+is5dOiQ+fcY14IrxXqxVkWMa8GVoCxLWV5ejvEseMm5FGtVxHj2EnPVU92vw2c/+9my1WqV/+bf/JvyscceK++5555yeHi4fO65517uogWbmN/4jd8ov/rVr5bPPvts+a1vfat85zvfWY6Ojnbj6hOf+EQ5Pj5efuELXygfeeSR8pd/+ZfL3bt3lzMzMy9zyYNrmdnZ2fKhhx4qH3rooVJEyk9+8pPlQw89VD7//PNlWdaLq/e///3lvn37yr/8y78sv/vd75Zve9vbyttvv71st9sv120F1yC9Ym12drb8jd/4jfKb3/xmefjw4fIrX/lKeeedd5Z79+6NWAs2xD/6R/+oHB8fL7/61a+WJ06c6P63sLDQ3SfGteBKsF6sxbgWXAk++tGPll/72tfKw4cPlw8//HD5T//pPy3zPC//4i/+oizLGM+CK0evWIvx7OpzzX3kKsuy/Ff/6l+VBw8eLPv6+srXve51xk44CC6H9773veXu3bvLVqtV7tmzp3zPe95TPvroo91/L4qi/NjHPlbu2rWr7O/vL9/ylreUjzzyyMtY4mAz8JWvfKUUkTX/ve997yvLsl5cLS4ulh/60IfKycnJcnBwsHznO99ZHjly5GW4m+BaplesLSwslHfffXe5ffv2stVqlQcOHCjf9773rYmjiLVgPapiTETKP/zDP+zuE+NacCVYL9ZiXAuuBP/gH/yD7jvl9u3by5/7uZ/rfuAqyxjPgitHr1iL8ezqk5VlWV69dWNBEARBEARBEARBEARBcOW5pnJyBUEQBEEQBEEQBEEQBMHlEB+5giAIgiAIgiAIgiAIgk1PfOQKgiAIgiAIgiAIgiAINj3xkSsIgiAIgiAIgiAIgiDY9MRHriAIgiAIgiAIgiAIgmDTEx+5giAIgiAIgiAIgiAIgk1PfOQKgiAIgiAIgiAIgiAINj3xkSsIgiAIgiAIgiAIgiDY9MRHriAIgiAIgiAIgiAIgmDTEx+5giAIgiAIgiAIgiAIgk1PfOQKgiAIgiAIgiAIgiAINj3/P8u9rIsAwTuGAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index = 11\n",
    "x, label = test_dataset.__getitem__(index)\n",
    "plot3C(x)\n",
    "x = torch.tensor(x)[:, :6000]\n",
    "print(\"x.shape:\", x.shape)\n",
    "# x = x.unsqueeze(0)\n",
    "stft = torch.stft(x, n_fft=64, hop_length=16,\n",
    "                  return_complex=True, normalized=True).abs()\n",
    "# stft = torch.softmax(stft.abs(), dim=0)\n",
    "# 归一化\n",
    "stft = stft / stft.sum(dim=2, keepdim=True)\n",
    "# 标准化\n",
    "# x_mean = torch.mean(stft, dim=1, keepdim=True)\n",
    "# x_std = torch.std(stft, dim=1, keepdim=True)\n",
    "# stft = (stft - x_mean) / x_std\n",
    "\n",
    "stft = stft.detach().numpy()[:, 1:]\n",
    "\n",
    "print(stft.shape)\n",
    "print(np.min(stft), np.max(stft))\n",
    "\n",
    "# freqs = torch.fft.fftfreq(64, 1 / 50)\n",
    "# print(freqs.shape, freqs)\n",
    "plt.figure(figsize=(15, 2))\n",
    "plt.plot(x[0])\n",
    "plt.plot(x[2])\n",
    "plt.plot(label[0])\n",
    "plt.plot(label[1])\n",
    "plt.figure(figsize=(15, 2))\n",
    "plt.imshow(stft[0])\n",
    "plt.figure(figsize=(15, 2))\n",
    "plt.imshow(stft[1])\n",
    "plt.figure(figsize=(15, 2))\n",
    "plt.imshow(stft[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20, 1000])\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\Miniconda3\\lib\\site-packages\\torch\\functional.py:606: UserWarning: stft will soon require the return_complex parameter be given for real inputs, and will further require that return_complex=True in a future PyTorch release. (Triggered internally at  C:\\cb\\pytorch_1000000000000\\work\\aten\\src\\ATen\\native\\SpectralOps.cpp:803.)\n",
      "  return _VF.stft(input, n_fft, hop_length, win_length, window,  # type: ignore[attr-defined]\n",
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_9088\\931198288.py:17: UserWarning: istft will require a complex-valued input tensor in a future PyTorch release. Matching the output from stft with return_complex=True.  (Triggered internally at  C:\\cb\\pytorch_1000000000000\\work\\aten\\src\\ATen\\native\\SpectralOps.cpp:979.)\n",
      "  istft_tensor = torch.istft(stft_tensor, n_fft=512)\n"
     ]
    },
    {
     "ename": "RuntimeError",
     "evalue": "istft(torch.FloatTensor[10, 2, 257, 8, 2], n_fft=512, hop_length=128, win_length=512, window=None, center=1, normalized=0, onesided=None, length=None, return_complex=0) : expected a tensor with 3 or 4 dimensions, but got 5",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[1;32me:\\code\\phase-picker\\src\\teststft.ipynb 单元格 3\u001b[0m line \u001b[0;36m1\n\u001b[0;32m     <a href='vscode-notebook-cell://ssh-remote%2B192.168.1.132/e%3A/code/phase-picker/src/teststft.ipynb#W2sdnNjb2RlLXJlbW90ZQ%3D%3D?line=13'>14</a>\u001b[0m stft_tensor \u001b[39m=\u001b[39m stft_tensor\u001b[39m.\u001b[39mview(\u001b[39m10\u001b[39m, \u001b[39m2\u001b[39m, \u001b[39m*\u001b[39mstft_tensor\u001b[39m.\u001b[39mshape[\u001b[39m-\u001b[39m\u001b[39m3\u001b[39m:])\n\u001b[0;32m     <a href='vscode-notebook-cell://ssh-remote%2B192.168.1.132/e%3A/code/phase-picker/src/teststft.ipynb#W2sdnNjb2RlLXJlbW90ZQ%3D%3D?line=15'>16</a>\u001b[0m \u001b[39m# apply istft\u001b[39;00m\n\u001b[1;32m---> <a href='vscode-notebook-cell://ssh-remote%2B192.168.1.132/e%3A/code/phase-picker/src/teststft.ipynb#W2sdnNjb2RlLXJlbW90ZQ%3D%3D?line=16'>17</a>\u001b[0m istft_tensor \u001b[39m=\u001b[39m torch\u001b[39m.\u001b[39;49mistft(stft_tensor, n_fft\u001b[39m=\u001b[39;49m\u001b[39m512\u001b[39;49m)\n",
      "\u001b[1;31mRuntimeError\u001b[0m: istft(torch.FloatTensor[10, 2, 257, 8, 2], n_fft=512, hop_length=128, win_length=512, window=None, center=1, normalized=0, onesided=None, length=None, return_complex=0) : expected a tensor with 3 or 4 dimensions, but got 5"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "\n",
    "# input tensor with shape (N,C,L)\n",
    "input_tensor = torch.randn(10, 2, 1000)\n",
    "\n",
    "# combine batch and channel dimensions\n",
    "input_tensor = input_tensor.view(-1, input_tensor.shape[-1])\n",
    "\n",
    "print(input_tensor.shape)\n",
    "# apply stft\n",
    "stft_tensor = torch.stft(input_tensor, n_fft=512)\n",
    "\n",
    "# reshape stft tensor to original shape\n",
    "stft_tensor = stft_tensor.view(10, 2, *stft_tensor.shape[-3:])\n",
    "\n",
    "# apply istft\n",
    "istft_tensor = torch.istft(stft_tensor, n_fft=512)\n"
   ]
  }
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